Knowledge Graph-Based Assembly Resource Knowledge Reuse towards Complex Product Assembly Process

被引:14
|
作者
Shi, Xiaolin [1 ]
Tian, Xitian [2 ]
Gu, Jianguo [3 ]
Yang, Fan [2 ]
Ma, Liping [2 ]
Chen, Yun [1 ]
Su, Tianyi [1 ]
机构
[1] Liaoning Univ Technol, Coll Mech Engn & Automat, Jinzhou 121001, Peoples R China
[2] Northwestern Polytech Univ, Inst Intelligent Mfg, Sch Mech Engn, Xian 710072, Peoples R China
[3] Zaozhuang Univ, Coll Mech & Elect Engn, Zaozhuang 277160, Peoples R China
关键词
knowledge graph; assembly resource; ontology; knowledge services; DESIGN; CONSTRUCTION;
D O I
10.3390/su142315541
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Assembly process designers typically confront the challenge of seeking information out of large volumes of non-structured files with a view to supporting the decision-making to be made. It is a leading concern that embedding data in text documents can hardly be retrieved semantically in order to facilitate decision-making with timely support. For tackling this gap, we propose in this paper a knowledge graph-based approach used to merge and retrieve information decided to be relevant within an engineering context. The proposed approach is to establish a multidimensional integrated assembly resource knowledge graph (ARKG) based on the structure of function-structure-assembly procedure-assembly resource, and this multidimensional integrated structure can well accomplish the retrieval of related knowledge. The upper semantic framework of ARKG is established by the assembly resource ontology model, which is a semantic-type framework involving multiple domains of knowledge to create instantiated data reflecting the full profile of the assembly resource for obtaining structured data of ARKG while avoiding the data redundancy problem. The ARKG method is validated through assembly scenario of the aircraft, and the results show the effectiveness and accuracy of the ARKG used by the assembly process designer in the assembly process design phase for retrieving the target knowledge of the assembly resources.
引用
收藏
页数:16
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